{"id":"W4413194243","doi":"10.1080/15332985.2025.2545892","title":"Applying machine learning to understand factors predicting pharmacotherapy for mental health support among adults with intellectual and developmental disabilities","year":2025,"lang":"en","type":"article","venue":"Social Work in Mental Health","topic":"Down syndrome and intellectual disability research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Disability Management and Research; National Institute on Disability, Independent Living, and Rehabilitation Research","keywords":"Mental health; Psychology; Intellectual disability; Learning disability; Pharmacotherapy; Psychiatry; Developmental disorder; Developmental psychology; Clinical psychology; Gerontology; Medicine; Autism","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008362801,0.0002816889,0.0006008381,0.000247584,0.00126564,0.00005395383,0.0001014003,0.00007758613,0.0005672986],"category_scores_gemma":[0.0002613235,0.0002466084,0.00007781415,0.0008615591,0.000349908,0.0001121775,0.0001004279,0.0005029294,0.000008757572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002288279,"about_ca_system_score_gemma":0.0006786211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007592883,"about_ca_topic_score_gemma":0.001062969,"domain_scores_codex":[0.997486,0.0001872755,0.0005746208,0.000527785,0.0004189191,0.0008054118],"domain_scores_gemma":[0.9990948,0.0003913965,0.00006703876,0.00007495093,0.00003798878,0.0003337914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.005531753,0.0003796398,0.5015736,0.0009982542,0.0001198775,3.130339e-7,0.4478786,0.000001513809,0.00004439484,0.00003461136,0.01000917,0.03342829],"study_design_scores_gemma":[0.007531324,0.004879463,0.02967126,0.001802258,0.00001325273,0.0000129025,0.9371504,0.0003616069,0.0003273208,0.00006057426,0.01777868,0.0004110216],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871908,0.000389271,0.0001766923,0.00584451,0.0001265126,0.005188774,0.00009111419,0.00007568367,0.0009166075],"genre_scores_gemma":[0.9951859,0.0003232151,0.000534503,0.001245942,0.00004537767,0.0002209382,0.0003337671,0.00004158443,0.002068764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4892717,"threshold_uncertainty_score":0.9999986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04462458114311876,"score_gpt":0.3738847670229889,"score_spread":0.3292601858798702,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}